From 903b2ba8aaa3894f1e683e4e9476610dce4e00b1 Mon Sep 17 00:00:00 2001 From: Amelia Orwant Date: Mon, 4 May 2026 13:44:21 -0400 Subject: [PATCH 01/18] Data management/format updated to generalize beyond Oddity --- docs/examples/wppm/full_wppm_fit_example.py | 17 +- docs/examples/wppm/plots/ellipses.png | Bin 190724 -> 173222 bytes docs/examples/wppm/plots/learning_curve.png | Bin 80475 -> 91708 bytes docs/examples/wppm/plots/prior_sample.png | Bin 125547 -> 115225 bytes src/psyphy/data/dataset.py | 174 ++++++++++---------- src/psyphy/data/io.py | 23 ++- src/psyphy/model/likelihood.py | 7 +- tests/test_3stimulus_decision_rule.py | 22 +-- tests/test_mc_likelihood.py | 80 ++++----- tests/test_model_api.py | 10 +- tests/test_noise_models.py | 8 +- 11 files changed, 164 insertions(+), 177 deletions(-) diff --git a/docs/examples/wppm/full_wppm_fit_example.py b/docs/examples/wppm/full_wppm_fit_example.py index db3380d..99e0f09 100644 --- a/docs/examples/wppm/full_wppm_fit_example.py +++ b/docs/examples/wppm/full_wppm_fit_example.py @@ -140,8 +140,8 @@ def _cov_to_points(cov: jnp.ndarray, center: jnp.ndarray) -> jnp.ndarray: NUM_GRID_PTS = 10 # Number of reference points over stimulus space. -MC_SAMPLES = 500 # Number of Monte Carlo samples per trial in the likelihood. # 500 -NUM_TRIALS_Per_Ref = 4000 # Total number of trials in the simulated dataset. +MC_SAMPLES = 5 # Number of Monte Carlo samples per trial in the likelihood. # 500 +NUM_TRIALS_Per_Ref = 40 # Total number of trials in the simulated dataset. # 4000 trials does not work on cpu @@ -257,13 +257,16 @@ def _cov_to_points(cov: jnp.ndarray, center: jnp.ndarray) -> jnp.ndarray: # Build the canonical batched dataset for compute. # # Notes: -# - This is equivalent to storing X with shape (N, 2, d) and y with shape (N,) -# where X[:,0,:]=refs and X[:,1,:]=comparisons. -# - We keep named fields because it's currently native to OddityTask. -# - Even though oddity is a 3-item task, we only store (ref, comparison) +# - This is equivalent to storing X with shape (N, s, d) and y with shape (N, d) +# For OddityTask, X[:,0,:]=refs and X[:,1,:]=comparisons. +# - It is assumed that N is number of trials, s number of distinct stimuli, and +# d is stimulus dimensions. +# - Note that even though oddity is a 3-item task, we only store (ref, comparison) # because the oddity trial is assumed to be (ref, ref, comparison) +# # --8<-- [start:data] -data = TrialData(refs=refs, comparisons=comparisons, responses=ys) +inputs = jnp.stack([refs, comparisons], axis=1) +data = TrialData(inputs=inputs, responses=ys) # --8<-- [end:data] # --8<-- [end:simulate_data] diff --git a/docs/examples/wppm/plots/ellipses.png b/docs/examples/wppm/plots/ellipses.png index 5186833d8ab85c574891aa053db0a2456e1d8a30..891cfd932ce316604d5ece54063f57078c12aadf 100644 GIT binary patch literal 173222 zcmd?RWmuGL*FQ>k42|>vih`7gbc0|~(jAH@HI#G@t)zs~p`?U#rf}2hXcM7 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